{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>percent</th>\n",
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       "    <tr>\n",
       "      <th>type</th>\n",
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       "      <th>101</th>\n",
       "      <td>411665</td>\n",
       "      <td>49.156965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>201426</td>\n",
       "      <td>24.052302</td>\n",
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      "text/plain": [
       "         num    percent\n",
       "type                   \n",
       "101   411665  49.156965\n",
       "199   201426  24.052302\n",
       "107   182900  21.840110\n",
       "301    18430   2.200728\n",
       "102    17357   2.072601\n",
       "106     3957   0.472506\n",
       "103     1715   0.204788"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sqlalchemy import create_engine\n",
    "\n",
    "engine = create_engine('mysql+pymysql://root:123456@127.0.0.1:3306/mysql?charset=utf8')\n",
    "sql = pd.read_sql('all_gzdata', engine, chunksize = 10000)\n",
    "'''\n",
    "用create_engine建立连接，连接地址的意思依次为“数据库格式（mysql）+程序名（pymysql）+账号密码@地址端口/数据库名（test）”，最后指定编码为utf8；\n",
    "all_gzdata是表名，engine是连接数据的引擎，chunksize指定每次读取1万条记录。这时候sql是一个容器，未真正读取数据。\n",
    "'''\n",
    "\n",
    "counts = [ i['fullURLId'].value_counts() for i in sql] #逐块统计\n",
    "counts = pd.concat(counts).groupby(level=0).sum() #合并统计结果，把相同的统计项合并（即按index分组并求和）\n",
    "counts = counts.reset_index() #重新设置index，将原来的index作为counts的一列。\n",
    "counts.columns = ['index', 'num'] #重新设置列名，主要是第二列，默认为0\n",
    "counts['type'] = counts['index'].str.extract('(\\d{3})') #提取前三个数字作为类别id\n",
    "counts['percent'] = counts['num']/counts['num'].sum()*100\n",
    "counts_ = counts[['type', 'num','percent']].groupby('type').sum() #按类别合并\n",
    "counts_.sort_values('num', ascending = False) #降序排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "sql = pd.read_sql('all_gzdata', engine, chunksize = 10000)\n",
    "\n",
    "#统计101类别的情况\n",
    "def count101(i): #自定义统计函数\n",
    "    j = i[['fullURLId']][i['fullURLId'].str.contains('101')].copy() #找出类别包含101的网址\n",
    "    return j['fullURLId'].value_counts()\n",
    "\n",
    "counts2 = [count101(i) for i in sql] #逐块统计\n",
    "counts2 = pd.concat(counts2).groupby(level=0).sum() #合并统计结果\n",
    "counts2 = pd.DataFrame(counts2)\n",
    "counts2.columns=['num']\n",
    "counts2['percent'] = counts2['num']/counts2['num'].sum()*100\n",
    "counts2.sort_values('num', ascending = False) #降序排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>101003</th>\n",
       "      <td>396612</td>\n",
       "      <td>96.343386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101002</th>\n",
       "      <td>7776</td>\n",
       "      <td>1.888915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101001</th>\n",
       "      <td>5603</td>\n",
       "      <td>1.361058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101009</th>\n",
       "      <td>854</td>\n",
       "      <td>0.207450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101008</th>\n",
       "      <td>378</td>\n",
       "      <td>0.091822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101007</th>\n",
       "      <td>147</td>\n",
       "      <td>0.035709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101004</th>\n",
       "      <td>125</td>\n",
       "      <td>0.030364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101006</th>\n",
       "      <td>107</td>\n",
       "      <td>0.025992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101005</th>\n",
       "      <td>63</td>\n",
       "      <td>0.015304</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           num    percent\n",
       "101003  396612  96.343386\n",
       "101002    7776   1.888915\n",
       "101001    5603   1.361058\n",
       "101009     854   0.207450\n",
       "101008     378   0.091822\n",
       "101007     147   0.035709\n",
       "101004     125   0.030364\n",
       "101006     107   0.025992\n",
       "101005      63   0.015304"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts2 = pd.DataFrame(counts2)\n",
    "counts2.columns=['num']\n",
    "counts2['percent'] = counts2['num']/counts2['num'].sum()*100\n",
    "counts2.sort_values('num', ascending = False) #降序排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "知识首页       76\n",
      "Name: type, dtype: int64, 知识内容页    2002\n",
      "知识列表页     141\n",
      "知识首页       88\n",
      "Name: type, dtype: int64, 知识内容页    2006\n",
      "知识列表页     107\n",
      "知识首页       93\n",
      "Name: type, dtype: int64, 知识内容页    1417\n",
      "知识列表页      91\n",
      "知识首页       78\n",
      "Name: type, dtype: int64]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "sql = pd.read_sql('all_gzdata', engine, chunksize = 10000)\n",
    "#统计107类别的情况\n",
    "def count107(i): #自定义统计函数\n",
    "    j = i[['fullURL']][i['fullURLId'].str.contains('107')].copy() #找出类别包含107的网址\n",
    "    j['type'] = None #添加空列\n",
    "    j['type'][j['fullURL'].str.contains('info/.+?/')] = u'知识首页'\n",
    "    j['type'][j['fullURL'].str.contains('info/.+?/.+?')] = u'知识列表页'\n",
    "    j['type'][j['fullURL'].str.contains('/\\d+?_*\\d+?\\.html')] = u'知识内容页'\n",
    "    return j['type'].value_counts()\n",
    "\n",
    "counts2 = [count107(i) for i in sql] #逐块统计\n",
    "counts2 = pd.concat(counts2).groupby(level=0).sum() #合并统计结果\n",
    "counts2 = pd.DataFrame(counts2)\n",
    "counts2.columns=['num']\n",
    "counts2['percent'] = counts2['num']/counts2['num'].sum()*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          num\n",
      "知识内容页  164243\n",
      "知识列表页    9656\n",
      "知识首页     9001\n"
     ]
    }
   ],
   "source": [
    "counts2 = pd.DataFrame(counts2)\n",
    "counts2.columns=['num']\n",
    "counts2['percent'] = counts2['num']/counts2['num'].sum()*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>知识内容页</th>\n",
       "      <td>164243</td>\n",
       "      <td>89.799344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>知识列表页</th>\n",
       "      <td>9656</td>\n",
       "      <td>5.279388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>知识首页</th>\n",
       "      <td>9001</td>\n",
       "      <td>4.921268</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          num    percent\n",
       "知识内容页  164243  89.799344\n",
       "知识列表页    9656   5.279388\n",
       "知识首页     9001   4.921268"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>其他</th>\n",
       "      <td>131734</td>\n",
       "      <td>65.400693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>快车-律师助手</th>\n",
       "      <td>52868</td>\n",
       "      <td>26.246860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>免费发布咨询</th>\n",
       "      <td>9591</td>\n",
       "      <td>4.761550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>咨询发布成功</th>\n",
       "      <td>5220</td>\n",
       "      <td>2.591522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>快搜</th>\n",
       "      <td>2013</td>\n",
       "      <td>0.999374</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            num    percent\n",
       "其他       131734  65.400693\n",
       "快车-律师助手   52868  26.246860\n",
       "免费发布咨询     9591   4.761550\n",
       "咨询发布成功     5220   2.591522\n",
       "快搜         2013   0.999374"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "sql = pd.read_sql('all_gzdata', engine, chunksize = 10000)\n",
    "\n",
    "#统计1999001类别的情况\n",
    "def count101(i): #自定义统计函数\n",
    "    j = i[['pageTitle']][i['fullURLId'].str.contains('1999001')].copy() #找出类别包含101的网址\n",
    "    j['type'] = u'其他'\n",
    "    j['type'][(j['pageTitle']!= '') &(j['pageTitle'].str.contains(u'快车-律师助手'))] = u'快车-律师助手'\n",
    "    j['type'][(j['pageTitle']!= '') &(j['pageTitle'].str.contains(u'免费发布法律咨询'))] = u'免费发布咨询'\n",
    "    j['type'][(j['pageTitle']!= '') &(j['pageTitle'].str.contains(u'咨询发布成功'))] = u'咨询发布成功'\n",
    "    j['type'][(j['pageTitle']!= '') &(j['pageTitle'].str.contains(u'快搜'))] = u'快搜'\n",
    "    return j['type'].value_counts()\n",
    "\n",
    "counts2 = [count101(i) for i in sql] #逐块统计\n",
    "counts2 = pd.concat(counts2).groupby(level=0).sum() #合并统计结果\n",
    "counts2 = pd.DataFrame(counts2)\n",
    "counts2.columns=['num']\n",
    "counts2['percent'] = counts2['num']/counts2['num'].sum()*100\n",
    "counts2.sort_values('num', ascending = False) #降序排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sqlalchemy import create_engine\n",
    "\n",
    "engine = create_engine('mysql+pymysql://root:123456@127.0.0.1:3306/mysql?charset=utf8')\n",
    "sql = pd.read_sql('all_gzdata', engine, chunksize = 10000)\n",
    "\n",
    "#统计点击次数\n",
    "#value_count统计数据出现的频率\n",
    "\n",
    "c = [i['realIP'].value_counts() for i in sql]\n",
    "count3 = pd.concat(c).groupby(level=0).sum()\n",
    "count3 = pd.DataFrame(count3)\n",
    "count3[1] = 1\n",
    "count3 = count3.groupby('realIP').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>realIP</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>44175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1332</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1413</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1770</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2413</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3306</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41440</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42790</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>323 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             1\n",
       "realIP        \n",
       "1       132119\n",
       "2        44175\n",
       "3        17573\n",
       "4        10156\n",
       "5         5952\n",
       "6         4132\n",
       "7         2632\n",
       "8         2008\n",
       "9         1482\n",
       "10        1253\n",
       "11         951\n",
       "12         724\n",
       "13         625\n",
       "14         518\n",
       "15         484\n",
       "16         387\n",
       "17         362\n",
       "18         293\n",
       "19         270\n",
       "20         247\n",
       "21         190\n",
       "22         213\n",
       "23         154\n",
       "24         135\n",
       "25         144\n",
       "26         147\n",
       "27         123\n",
       "28         111\n",
       "29         100\n",
       "30         109\n",
       "...        ...\n",
       "621          1\n",
       "643          1\n",
       "670          1\n",
       "708          1\n",
       "752          1\n",
       "838          1\n",
       "845          1\n",
       "897          1\n",
       "936          1\n",
       "955          1\n",
       "978          1\n",
       "1030         1\n",
       "1050         1\n",
       "1053         1\n",
       "1089         1\n",
       "1147         1\n",
       "1305         1\n",
       "1332         1\n",
       "1353         1\n",
       "1413         1\n",
       "1455         1\n",
       "1682         1\n",
       "1770         1\n",
       "1858         1\n",
       "1874         1\n",
       "2000         1\n",
       "2413         1\n",
       "3306         1\n",
       "41440        1\n",
       "42790        1\n",
       "\n",
       "[323 rows x 1 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>44175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7次以上</th>\n",
       "      <td>13410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           1\n",
       "1     132119\n",
       "2      44175\n",
       "3      17573\n",
       "4      10156\n",
       "5       5952\n",
       "6       4132\n",
       "7       2632\n",
       "7次以上   13410"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count3_ =count3.iloc[:7,:].append(count3.iloc[7:,:].sum(),ignore_index=True)\n",
    "count3_.index = list(range(1,8))+['7次以上']\n",
    "count3_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户数</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>点击次数</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8-100</th>\n",
       "      <td>12952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101-300</th>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301以上</th>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           用户数\n",
       "点击次数          \n",
       "8-100    12952\n",
       "101-300    435\n",
       "301以上       23"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts3_7 = pd.concat([count3.iloc[7:100,:].sum(),count3.iloc[100:300,:].sum(),count3.iloc[300:,:].sum()])\n",
    "counts3_7.index = ['8-100','101-300','301以上']\n",
    "counts3_7df = pd.DataFrame(counts3_7)\n",
    "counts3_7df.index.name = '点击次数'\n",
    "counts3_7df.columns = ['用户数']\n",
    "counts3_7df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>realIP</th>\n",
       "      <th>fullURL</th>\n",
       "      <th>fullURLId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2683657840</td>\n",
       "      <td>http://www.lawtime.cn/info/hunyin/hunyinfagui/...</td>\n",
       "      <td>107001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>973705742</td>\n",
       "      <td>http://www.lawtime.cn/ask/exp/17199.html</td>\n",
       "      <td>1999001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3104681075</td>\n",
       "      <td>http://www.lawtime.cn/ask/question_3893276.html</td>\n",
       "      <td>101003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>308351962</td>\n",
       "      <td>http://www.lawtime.cn/ask/question_5281741.html</td>\n",
       "      <td>101003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2683657840</td>\n",
       "      <td>http://www.lawtime.cn/info/hunyin/hunyinfagui/...</td>\n",
       "      <td>107001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       realIP                                            fullURL fullURLId\n",
       "0  2683657840  http://www.lawtime.cn/info/hunyin/hunyinfagui/...    107001\n",
       "1   973705742           http://www.lawtime.cn/ask/exp/17199.html   1999001\n",
       "2  3104681075    http://www.lawtime.cn/ask/question_3893276.html    101003\n",
       "3   308351962    http://www.lawtime.cn/ask/question_5281741.html    101003\n",
       "4  2683657840  http://www.lawtime.cn/info/hunyin/hunyinfagui/...    107001"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql = pd.read_sql('all_gzdata', engine, chunksize=10000)\n",
    "counts4 = [i[['realIP','fullURL','fullURLId']] for i in sql]\n",
    "counts4_ = pd.concat(counts4)\n",
    "a = counts4_[counts4_['fullURL'].str.contains('\\.html')]\n",
    "a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sql = pd.read_sql('all_gzdata', engine, chunksize=10000)\n",
    "for i in sql:\n",
    "    d = i[['realIP','fullURL']]\n",
    "    d = d[d['fullURL'].str.contains('\\.html')].copy()\n",
    "    d.to_sql('cleaned_gzdata', engine, index = False, if_exists = 'append')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sql = pd.read_sql('cleaned_gzdata', engine, chunksize=10000)\n",
    "for i in sql:\n",
    "    d = i.copy()\n",
    "    d['fullURL'] = d['fullURL'].str.replace('_\\d{0,2}.html','.html')\n",
    "    d = d.drop_duplicates()\n",
    "    d.to_sql('changed_gzdata', engine, index = False, if_exists='append')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  import sys\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  \n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  if __name__ == '__main__':\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  if sys.path[0] == '':\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if sys.path[0] == '':\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  del sys.path[0]\n",
      "C:\\software\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "sql = pd.read_sql('changed_gzdata', engine, chunksize=10000)\n",
    "for i in sql:\n",
    "    d = i.copy()\n",
    "    d['type_l'] = d['fullURL']\n",
    "    d['type_l_1'] = None\n",
    "    d['type_l_2'] = None\n",
    "    d['type_l'][d['fullURL'].str.contains('(ask)|(askzt)')] = 'zixun'\n",
    "    d['type_l'][d['fullURL'].str.contains('(info)|(zhishiku)')] = 'zhishi'\n",
    "    d['type_l'][d['fullURL'].str.contains('(faguizt)|(lifadongtai)')] = 'fagui'\n",
    "    d['type_l'][d['fullURL'].str.contains('(fayuan)|(gongan)|(jianyu)|(gongzhengchu)')] = 'jigou'\n",
    "    d['type_l'][d['fullURL'].str.contains('interview')]= 'fangtan'\n",
    "    d['type_l'][d['fullURL'].str.contains('d\\d+(_\\d)?(_p\\d+)?\\.html')] = 'zhengce'\n",
    "    d['type_l'][d['fullURL'].str.contains('baike')]= 'baike'\n",
    "    d['type_l'][d['type_l'].str.len()>15] = 'etc'\n",
    "    d[['type_l_1','type_l_2']]= d['fullURL'].str.extract('http://www.lawtime.cn/(info|zhishiku)/(?P<type_l_1>[A-Za-z]+)/(?P<type_l_2>[A-Za-z]+)/\\d+\\.html',expand=False).iloc[:,1:]\n",
    "    d.to_sql('splited_gzdata', engine, index = False, if_exists='append')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://www.lawtime.cn/info/hunyin/lhlawlhxy/20110707137693.html\n",
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    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "sql = pd.read_sql('splited_gzdata', engine, chunksize=10000)\n",
    "c = [i for i in sql]\n",
    "sample = pd.concat(c)\n",
    "sample = pd.DataFrame(sample)\n",
    "data = pd.crosstab(sample[sample['type_l_1']=='hunyin']['realIP'],sample[sample['type_l_1']=='hunyin']['fullURL'])\n",
    "data_ = data.values\n",
    "def Jaccard(a,b):\n",
    "    return abs(((a+b)//2).sum())/abs(np.ceil((a + b)/2).sum())\n",
    "class Recommender:\n",
    "    sim = None\n",
    "    def similarity(self, x, distance):\n",
    "        y = np.ones((len(x),len(x)))\n",
    "        for i in range(len(x)):\n",
    "            for j in range(len(x)):\n",
    "                y[i,j] = distance(x[i], x[j])\n",
    "        return y\n",
    "    \n",
    "    def fit(self, x, distance = Jaccard):\n",
    "        self.sim = self.similarity(x, distance)\n",
    "    \n",
    "    def recommend(self, a):\n",
    "        return np.dot(self.sim, a)\n",
    "\n",
    "r = Recommender()\n",
    "r.fit(data_.T)\n",
    "realid = 500271579\n",
    "uid = list(data.index).index(realid)\n",
    "sim_sort = pd.Series(r.recommend(data_[uid])).sort_values(ascending=False) \n",
    "vind = sim_sort[sim_sort>=1].index\n",
    "ind = sim_sort[(sim_sort>0)&(sim_sort<1)].index\n",
    "for i in vind:\n",
    "    print(data.columns[i])\n",
    "for i in ind:\n",
    "    print(data.columns[i])\n",
    "    \n",
    "c = pd.DataFrame({'访问页面':'\\n'.join(data.columns[i] for i in vind),'推荐页面':'\\n'.join(data.columns[i] for i in ind[:5])},index=[realid],columns=['访问页面', '推荐页面']).to_excel('123.xls')\n",
    "c"
   ]
  }
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